Metaheuristics "In the Large"

November 19, 2020 ยท Declared Dead ยท ๐Ÿ› European Journal of Operational Research

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Authors Jerry Swan, Steven Adriaensen, Alexander E. I. Brownlee, Kevin Hammond, Colin G. Johnson, Ahmed Kheiri, Faustyna Krawiec, J. J. Merelo, Leandro L. Minku, Ender ร–zcan, Gisele L. Pappa, Pablo Garcรญa-Sรกnchez, Kenneth Sรถrensen, Stefan VoรŸ, Markus Wagner, David R. White arXiv ID 2011.09821 Category cs.NE: Neural & Evolutionary Cross-listed cs.AI Citations 80 Venue European Journal of Operational Research Last Checked 5 months ago
Abstract
Following decades of sustained improvement, metaheuristics are one of the great success stories of optimization research. However, in order for research in metaheuristics to avoid fragmentation and a lack of reproducibility, there is a pressing need for stronger scientific and computational infrastructure to support the development, analysis and comparison of new approaches. We argue that, via principled choice of infrastructure support, the field can pursue a higher level of scientific enquiry. We describe our vision and report on progress, showing how the adoption of common protocols for all metaheuristics can help liberate the potential of the field, easing the exploration of the design space of metaheuristics.
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